{"id":"W7028187105","doi":"","title":"An Empirical Analysis of Java Language Use in Open Source Applications","year":2019,"lang":"en","type":"dissertation","venue":"QSpace (Queen's University Library)","topic":"Software Engineering Research","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Nucleofection; Gestational period; Demotion; Hyporeflexia; Subpoena; Pretext; Hemopericardium; TSG101","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.004094291,0.0002466407,0.0002873484,0.003580299,0.0005225769,0.001678671,0.0007175113,0.0007657774,0.0009738912],"category_scores_gemma":[0.05283199,0.0002808839,0.0003599632,0.00494008,0.0008533436,0.002525158,0.001227916,0.001214728,0.0006521512],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005595285,"about_ca_system_score_gemma":0.0004791775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002809932,"about_ca_topic_score_gemma":0.004214799,"domain_scores_codex":[0.9943982,0.001861523,0.0006492036,0.001058387,0.001652631,0.0003801019],"domain_scores_gemma":[0.8887286,0.07646257,0.01775305,0.005587336,0.009565166,0.001903176],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001328653,0.000224254,0.9791908,0.0001422744,0.00007334736,0.00008972353,0.003073181,0.0002107178,0.0009668713,0.0001898125,0.001802723,0.0139033],"study_design_scores_gemma":[0.000006544382,0.00006288659,0.9920528,0.00004444318,0.00002337932,0.0002043084,0.002450926,0.001686521,0.0005567801,0.0001399704,0.00275413,0.00001733924],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967253,0.0001360531,0.0004215295,0.000103196,0.000004394432,0.00001748152,0.001866983,0.00003014044,0.0006949379],"genre_scores_gemma":[0.9913585,0.0001553966,0.001204827,0.00007296125,0.00001364958,0.00007349213,0.006619309,0.00006480476,0.0004370711],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9959057,"threshold_uncertainty_score":0.02165294,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01251163280694132,"score_gpt":0.2655934499867272,"score_spread":0.2530818171797859,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}